{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0: w = [[ 0.  0.  0.  0.  0.  0.  0.  0.]]\n",
      "1: w = [[-0.005  0.005  0.005  0.005  0.005  0.005  0.005  0.005]]\n",
      "2: w = [[-0.01  0.01  0.01  0.01  0.01  0.01  0.01  0.01]]\n",
      "3: w = [[-0.015  0.015  0.015  0.015  0.015  0.015  0.015  0.015]]\n",
      "4: w = [[-0.02  0.02  0.02  0.02  0.02  0.02  0.02  0.02]]\n",
      "5: w = [[-0.025  0.025  0.025  0.025  0.025  0.025  0.025  0.025]]\n",
      "6: w = [[-0.03  0.03  0.03  0.03  0.03  0.03  0.03  0.03]]\n",
      "7: w = [[-0.03   0.035  0.035  0.035  0.035  0.035  0.035  0.035]]\n",
      "8: w = [[-0.025  0.04   0.04   0.04   0.04   0.04   0.04   0.04 ]]\n",
      "9: w = [[-0.025  0.045  0.045  0.045  0.045  0.045  0.045  0.045]]\n",
      "10: w = [[-0.025  0.05   0.05   0.05   0.05   0.05   0.05   0.05 ]]\n",
      "11: w = [[-0.025  0.055  0.055  0.055  0.055  0.055  0.055  0.055]]\n",
      "12: w = [[-0.025  0.06   0.06   0.06   0.06   0.06   0.06   0.06 ]]\n",
      "13: w = [[-0.02   0.065  0.065  0.065  0.065  0.065  0.065  0.065]]\n",
      "14: w = [[-0.02  0.07  0.07  0.07  0.07  0.06  0.07  0.07]]\n",
      "15: w = [[-0.02   0.075  0.075  0.075  0.075  0.055  0.075  0.075]]\n",
      "16: w = [[-0.02  0.08  0.08  0.08  0.08  0.05  0.08  0.08]]\n",
      "17: w = [[-0.02   0.085  0.085  0.085  0.085  0.045  0.085  0.085]]\n",
      "18: w = [[-0.015  0.09   0.09   0.09   0.09   0.04   0.08   0.09 ]]\n",
      "19: w = [[-0.015  0.095  0.095  0.095  0.085  0.035  0.075  0.095]]\n",
      "20: w = [[-0.015  0.1    0.1    0.1    0.08   0.03   0.07   0.1  ]]\n",
      "21: w = [[-0.015  0.105  0.105  0.105  0.075  0.025  0.065  0.105]]\n",
      "22: w = [[-0.015  0.11   0.11   0.11   0.07   0.02   0.06   0.11 ]]\n",
      "23: w = [[-0.015  0.115  0.115  0.115  0.065  0.015  0.055  0.115]]\n",
      "24: w = [[-0.015  0.12   0.12   0.12   0.06   0.01   0.05   0.12 ]]\n",
      "25: w = [[-0.015  0.12   0.125  0.125  0.055  0.005  0.045  0.125]]\n",
      "26: w = [[ -1.50000000e-02   1.20000000e-01   1.30000000e-01   1.30000000e-01\n",
      "    5.00000000e-02  -1.73472348e-18   4.00000000e-02   1.30000000e-01]]\n",
      "27: w = [[-0.015  0.12   0.135  0.135  0.045 -0.005  0.035  0.135]]\n",
      "28: w = [[-0.015  0.12   0.14   0.14   0.04  -0.01   0.03   0.14 ]]\n",
      "29: w = [[-0.01   0.12   0.145  0.145  0.035 -0.015  0.025  0.145]]\n",
      "30: w = [[-0.01  0.12  0.15  0.15  0.03 -0.02  0.02  0.15]]\n",
      "31: w = [[-0.01   0.12   0.155  0.155  0.025 -0.025  0.015  0.155]]\n",
      "32: w = [[-0.01  0.12  0.16  0.16  0.02 -0.03  0.01  0.16]]\n",
      "33: w = [[-0.01   0.12   0.165  0.165  0.015 -0.035  0.005  0.165]]\n",
      "34: w = [[ -1.00000000e-02   1.20000000e-01   1.70000000e-01   1.70000000e-01\n",
      "    1.00000000e-02  -4.00000000e-02  -1.73472348e-18   1.70000000e-01]]\n",
      "35: w = [[-0.01   0.12   0.175  0.175  0.005 -0.045 -0.005  0.175]]\n",
      "36: w = [[ -1.00000000e-02   1.20000000e-01   1.80000000e-01   1.80000000e-01\n",
      "   -1.73472348e-18  -5.00000000e-02  -1.00000000e-02   1.80000000e-01]]\n",
      "37: w = [[-0.01   0.12   0.185  0.185 -0.005 -0.055 -0.015  0.185]]\n",
      "38: w = [[-0.01  0.12  0.19  0.19 -0.01 -0.06 -0.02  0.19]]\n",
      "39: w = [[-0.01   0.12   0.195  0.195 -0.015 -0.065 -0.025  0.195]]\n",
      "40: w = [[-0.01  0.12  0.2   0.2  -0.02 -0.07 -0.03  0.2 ]]\n",
      "41: w = [[-0.01   0.12   0.205  0.205 -0.025 -0.075 -0.035  0.205]]\n",
      "42: w = [[-0.01   0.12   0.21   0.21  -0.025 -0.08  -0.04   0.21 ]]\n",
      "43: w = [[-0.01   0.12   0.215  0.215 -0.03  -0.085 -0.045  0.215]]\n",
      "44: w = [[-0.01   0.12   0.22   0.22  -0.035 -0.09  -0.05   0.22 ]]\n",
      "45: w = [[-0.005  0.12   0.225  0.225 -0.04  -0.095 -0.055  0.225]]\n",
      "46: w = [[-0.005  0.12   0.23   0.23  -0.04  -0.1   -0.06   0.23 ]]\n",
      "47: w = [[-0.005  0.115  0.235  0.235 -0.04  -0.105 -0.065  0.235]]\n",
      "48: w = [[-0.005  0.11   0.24   0.24  -0.04  -0.11  -0.07   0.24 ]]\n",
      "49: w = [[-0.005  0.105  0.245  0.245 -0.04  -0.115 -0.075  0.245]]\n",
      "50: w = [[-0.005  0.1    0.25   0.25  -0.04  -0.12  -0.08   0.25 ]]\n",
      "51: w = [[-0.005  0.095  0.255  0.25  -0.035 -0.125 -0.085  0.255]]\n",
      "52: w = [[-0.005  0.09   0.26   0.25  -0.03  -0.13  -0.09   0.26 ]]\n",
      "53: w = [[-0.005  0.085  0.265  0.25  -0.025 -0.135 -0.095  0.265]]\n",
      "54: w = [[-0.005  0.08   0.27   0.25  -0.02  -0.14  -0.1    0.27 ]]\n",
      "55: w = [[-0.005  0.075  0.275  0.25  -0.015 -0.145 -0.105  0.275]]\n",
      "56: w = [[-0.005  0.07   0.28   0.25  -0.01  -0.15  -0.11   0.28 ]]\n",
      "57: w = [[-0.005  0.065  0.285  0.25  -0.005 -0.155 -0.115  0.285]]\n",
      "58: w = [[ -5.00000000e-03   6.00000000e-02   2.90000000e-01   2.50000000e-01\n",
      "    1.73472348e-18  -1.60000000e-01  -1.20000000e-01   2.90000000e-01]]\n",
      "59: w = [[-0.005  0.055  0.295  0.25   0.005 -0.165 -0.125  0.295]]\n",
      "60: w = [[-0.005  0.05   0.3    0.25   0.01  -0.17  -0.13   0.3  ]]\n",
      "61: w = [[-0.005  0.045  0.305  0.25   0.015 -0.175 -0.135  0.305]]\n",
      "62: w = [[-0.005  0.04   0.31   0.25   0.02  -0.18  -0.14   0.31 ]]\n",
      "63: w = [[-0.005  0.035  0.315  0.245  0.025 -0.185 -0.14   0.315]]\n",
      "64: w = [[-0.005  0.03   0.32   0.245  0.03  -0.19  -0.145  0.32 ]]\n",
      "65: w = [[-0.005  0.025  0.325  0.24   0.035 -0.195 -0.145  0.325]]\n",
      "66: w = [[-0.005  0.02   0.33   0.24   0.04  -0.2   -0.15   0.33 ]]\n",
      "67: w = [[-0.005  0.015  0.335  0.24   0.045 -0.205 -0.155  0.335]]\n",
      "68: w = [[-0.005  0.01   0.34   0.235  0.05  -0.21  -0.155  0.34 ]]\n",
      "69: w = [[-0.005  0.005  0.345  0.235  0.05  -0.215 -0.155  0.345]]\n",
      "70: w = [[ -5.00000000e-03  -1.73472348e-18   3.50000000e-01   2.35000000e-01\n",
      "    5.00000000e-02  -2.20000000e-01  -1.55000000e-01   3.50000000e-01]]\n",
      "71: w = [[-0.005 -0.005  0.355  0.235  0.055 -0.225 -0.16   0.355]]\n",
      "72: w = [[-0.005 -0.01   0.36   0.23   0.06  -0.23  -0.16   0.36 ]]\n",
      "73: w = [[-0.005 -0.015  0.365  0.23   0.06  -0.235 -0.16   0.365]]\n",
      "74: w = [[-0.005 -0.02   0.37   0.23   0.06  -0.24  -0.16   0.37 ]]\n",
      "75: w = [[-0.005 -0.025  0.375  0.225  0.065 -0.245 -0.16   0.375]]\n",
      "76: w = [[  1.73472348e-18  -3.00000000e-02   3.80000000e-01   2.25000000e-01\n",
      "    6.50000000e-02  -2.50000000e-01  -1.60000000e-01   3.80000000e-01]]\n",
      "77: w = [[  1.73472348e-18  -3.50000000e-02   3.85000000e-01   2.25000000e-01\n",
      "    6.50000000e-02  -2.55000000e-01  -1.60000000e-01   3.85000000e-01]]\n",
      "78: w = [[  1.73472348e-18  -4.00000000e-02   3.90000000e-01   2.25000000e-01\n",
      "    6.50000000e-02  -2.60000000e-01  -1.60000000e-01   3.90000000e-01]]\n",
      "79: w = [[  1.73472348e-18  -4.50000000e-02   3.95000000e-01   2.25000000e-01\n",
      "    6.50000000e-02  -2.65000000e-01  -1.60000000e-01   3.95000000e-01]]\n",
      "80: w = [[  1.73472348e-18  -5.00000000e-02   4.00000000e-01   2.20000000e-01\n",
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      "81: w = [[  1.73472348e-18  -5.50000000e-02   4.05000000e-01   2.20000000e-01\n",
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    {
     "name": "stdout",
     "output_type": "stream",
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      "    1.05000000e-01  -3.55000000e-01  -1.65000000e-01   4.85000000e-01]]\n",
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      "248: w = [[ 0.015 -0.065  0.43   0.155  0.54  -1.03  -0.12   0.675]]\n",
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      "259: w = [[ 0.015 -0.07   0.43   0.155  0.595 -1.065 -0.14   0.675]]\n"
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     "name": "stdout",
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      "860: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "861: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "862: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "863: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "864: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "865: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "866: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "867: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "868: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "869: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "870: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "871: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "872: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "873: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "874: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "875: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "876: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "877: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "878: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "879: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "880: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "881: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "882: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "883: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "884: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "885: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "886: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "887: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "888: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "889: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "890: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "891: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "892: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "893: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "894: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "895: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "896: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "897: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "898: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "899: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "900: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "901: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "902: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "903: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "904: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "905: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "906: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "907: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "908: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "909: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "910: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "911: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "912: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "913: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "914: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "915: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "916: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "917: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "918: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "919: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "920: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "921: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "922: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "923: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "924: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "925: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "926: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "927: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "928: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "929: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "930: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "931: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "932: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "933: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "934: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "935: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "936: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "937: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "938: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "939: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "940: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "941: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "942: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "943: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "944: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "945: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "946: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "947: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "948: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "949: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "950: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "951: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "952: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "953: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "954: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "955: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "956: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "957: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "958: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "959: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "960: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "961: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "962: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "963: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "964: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "965: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "966: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "967: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "968: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "969: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "970: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "971: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "972: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "973: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "974: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "975: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "976: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "977: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "978: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "979: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "980: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "981: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "982: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "983: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "984: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "985: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "986: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "987: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "988: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "989: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "990: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "991: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "992: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "993: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "994: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "995: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "996: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "997: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "998: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "999: w = [[ 0.015 -0.065  0.425  0.155  0.885 -1.175 -0.205  0.555]]\n",
      "Correlation coefficient: 0.7248527452816016\n"
     ]
    },
    {
     "data": {
      "image/png": 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fIYRwQhL+QgjhhBw5/BcYXYABZJ0dn7OtL8g6twiH7fMXQghRM0fe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\nvxBCOKH/D1eE/dS93pFJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109842d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "run stage_wise_regression.py"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
